SHOUD
Give your computer a job.
What it does
An AI agent that works directly from your terminal. No chat interfaces. Just results.
An autonomous, terminal-first AI agent that understands high-level outcomes, inspects local directories, writes code, runs builds, and verifies fixes locally.
An autonomous AI agent installed inside your terminal. It inspects your workspace, refactors imports, executes builds, and verifies test suites autonomously. SHOUD doesn't guess or write advice in a sidebar. It runs the hands‑on loop directly in your shell — and verifies every step. SHOUD never uploads entire repositories. It reads local files, configs, and Git diffs on‑demand, keeping privacy absolute and latency minimal. Read operations run freely. Destructive actions, package installs, and external network calls halt for your explicit approval. You stay in control. Changes are never marked complete until builds run, test suites pass, and diffs verify the solution. It does not stop until…from shoud.online
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Hey HN, Henry from Cactus here! We previously released Cactus Needle, a 14MB agentic LLM for tool call, device use, and structured extraction for phones, wearables, smart homes, small robots and microcontrollers. We got really great feedback here, and have now incorporated the suggestions to release Needle 2. The whole model is a single 14MB binary that runs a full session in 28MB of RAM; 45m parameters at 2bit compression. Needle hits 500 tokens/sec decode speed on a Raspberry Pi 5, sits between 400-1,500 tokens/sec on VR devices like Meta Quest 3S and Apple Vision Pro, and ranges…
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Launched alongside, September 2026
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OpenTrailPaper is open-source bike computer firmware for the LilyGO T5S3 4.7" E-Paper PRO. It supports offline maps, GPX routes, FIT recording and Bluetooth sensors.
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Run Qwen3.8-Flash-Next (125B MoE, 104 GB at 4-bit) on Macs with a fraction of that RAM by streaming experts from SSD. MLX + Swift, Ollama-compatible API. - carloslfu/slotstream
Dev tools · 4d ago · github.com
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Life & fun · 4d ago · owntime.app